chalkboard_4_bare_metal_output.txt

Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.
WARNING:huggingface_hub._login:Note: Environment variable`HF_TOKEN` is set and is the current active token independently from the token you've just configured.

======================================================================
OMEGA PATCHWORK — Calibrated Embeddings
======================================================================
  Local cache found.
  Verifying calibration against actual data...
  feat  calib_μ actual_μ  calib_σ actual_σ  match
  r01   +1.1523  +1.1130   0.0205   0.0101      ✓
  r12   +1.3688  +1.3982   0.0384   0.0418      ✓
  r23   +1.5318  +1.4840   0.0687   0.0412      ✓
  e0    +0.4295  +0.4150   0.0077   0.0057      ✓
  e1    +0.3236  +0.3351   0.0077   0.0077      ✓
  e2    +0.1730  +0.1716   0.0072   0.0066      ✓
  e3    +0.0740  +0.0782   0.0053   0.0063      ✓
  c0    +1.0465  +1.0028   0.0288   0.0159      ✓
  c1    +0.5359  +0.6043   0.0381   0.0283      ✓
  c2    -0.3667  -0.3938   0.0487   0.0259      ✓
  c3    -1.2156  -1.2133   0.0286   0.0124      ✓
  d0    +0.6553  +0.6442   0.0059   0.0045      ✓
  d1    +0.5688  +0.5788   0.0068   0.0067      ✓
  d2    +0.4158  +0.4142   0.0086   0.0079      ✓
  d3    +0.2718  +0.2794   0.0098   0.0112      ✓
  Max drift: 1.92σ

  Patches: 64x64 = 4096
  Condense: S(4) → calibrated(15) → sphere norm
  All 15 features have EQUAL variance before sphere norm
  Embeddings: 48 × 4 on unit sphere
  Pool: 1024 → 48 → 10
  Params: 49,942
  CV target: 0.2915, weight: 0.1
  Batch: 512, lr=0.0001
======================================================================
Ep 1/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.06it/s, loss=2.2162 acc=17.4% cv=0.499]
  ep  1 | loss=2.2648 train=17.4% test=23.2% cv=0.499 | best=horse=41% worst=cat=7% | 5s
    Embed sim: avg=-0.007 min=-0.994 max=0.998

    class             acc
    ----------------------
    airplane       13.2% ██
    automobile     25.2% █████
    bird           17.3% ███
    cat             7.4% █
    deer           25.7% █████
    dog            22.0% ████
    frog           26.3% █████
    horse          40.8% ████████
    ship           26.6% █████
    truck          28.0% █████

Ep 2/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.22it/s, loss=2.1013 acc=25.4% cv=0.499]
  ep  2 | loss=2.1443 train=25.4% test=28.0% cv=0.499 | best=frog=38% worst=cat=15% | 6s
Ep 3/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.97it/s, loss=2.0527 acc=28.6% cv=0.499]
  ep  3 | loss=2.0770 train=28.6% test=30.5% cv=0.499 | best=frog=47% worst=bird=15% | 6s
Ep 4/30: 100%|████████████████████| 97/97 [00:02<00:00, 34.48it/s, loss=2.0598 acc=30.5% cv=0.499]
  ep  4 | loss=2.0404 train=30.5% test=31.6% cv=0.499 | best=frog=41% worst=bird=17% | 5s
Ep 5/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.00it/s, loss=1.9803 acc=31.9% cv=0.499]
  ep  5 | loss=2.0148 train=31.9% test=33.0% cv=0.499 | best=frog=50% worst=cat=18% | 5s
    Embed sim: avg=-0.006 min=-0.997 max=0.998

    class             acc
    ----------------------
    airplane       31.1% ██████
    automobile     38.7% ███████
    bird           21.1% ████
    cat            17.8% ███
    deer           26.1% █████
    dog            32.9% ██████
    frog           49.9% █████████
    horse          40.8% ████████
    ship           33.7% ██████
    truck          38.3% ███████

Ep 6/30: 100%|████████████████████| 97/97 [00:03<00:00, 27.76it/s, loss=2.0467 acc=33.2% cv=0.499]
  ep  6 | loss=1.9954 train=33.2% test=34.2% cv=0.499 | best=frog=49% worst=cat=19% | 6s
Ep 7/30: 100%|████████████████████| 97/97 [00:02<00:00, 34.29it/s, loss=1.9725 acc=34.0% cv=0.498]
  ep  7 | loss=1.9785 train=34.0% test=34.8% cv=0.498 | best=frog=49% worst=cat=19% | 5s
Ep 8/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.35it/s, loss=1.9565 acc=34.8% cv=0.498]
  ep  8 | loss=1.9639 train=34.8% test=35.2% cv=0.498 | best=frog=53% worst=cat=17% | 5s
Ep 9/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.52it/s, loss=1.9658 acc=35.3% cv=0.498]
  ep  9 | loss=1.9517 train=35.3% test=35.8% cv=0.498 | best=frog=50% worst=cat=18% | 5s
Ep 10/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.19it/s, loss=1.9074 acc=35.7% cv=0.498]
  ep 10 | loss=1.9408 train=35.7% test=36.3% cv=0.498 | best=frog=51% worst=cat=19% | 5s
    Embed sim: avg=-0.004 min=-0.992 max=0.998

    class             acc
    ----------------------
    airplane       36.0% ███████
    automobile     43.4% ████████
    bird           22.0% ████
    cat            19.3% ███
    deer           30.5% ██████
    dog            36.4% ███████
    frog           51.2% ██████████
    horse          42.0% ████████
    ship           42.7% ████████
    truck          39.7% ███████

Ep 11/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.82it/s, loss=1.9488 acc=36.2% cv=0.498]
  ep 11 | loss=1.9311 train=36.2% test=36.6% cv=0.498 | best=frog=51% worst=cat=19% | 5s
Ep 12/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.54it/s, loss=1.9359 acc=36.5% cv=0.498]
  ep 12 | loss=1.9222 train=36.5% test=37.0% cv=0.498 | best=frog=51% worst=cat=18% | 5s
Ep 13/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.34it/s, loss=1.8731 acc=36.9% cv=0.498]
  ep 13 | loss=1.9146 train=36.9% test=37.0% cv=0.498 | best=frog=51% worst=cat=19% | 5s
Ep 14/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.03it/s, loss=1.9018 acc=37.0% cv=0.498]
  ep 14 | loss=1.9080 train=37.0% test=37.0% cv=0.498 | best=frog=52% worst=cat=19% | 5s
Ep 15/30: 100%|████████████████████| 97/97 [00:03<00:00, 27.72it/s, loss=1.8882 acc=37.3% cv=0.498]
  ep 15 | loss=1.9017 train=37.3% test=37.2% cv=0.498 | best=frog=52% worst=cat=20% | 6s
    Embed sim: avg=-0.003 min=-0.996 max=0.998

    class             acc
    ----------------------
    airplane       41.1% ████████
    automobile     43.1% ████████
    bird           22.1% ████
    cat            19.6% ███
    deer           30.1% ██████
    dog            36.3% ███████
    frog           52.3% ██████████
    horse          43.1% ████████
    ship           42.3% ████████
    truck          41.9% ████████

Ep 16/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.59it/s, loss=1.8969 acc=37.5% cv=0.497]
  ep 16 | loss=1.8965 train=37.5% test=37.5% cv=0.498 | best=frog=52% worst=cat=20% | 6s
Ep 17/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.03it/s, loss=1.8773 acc=37.7% cv=0.497]
  ep 17 | loss=1.8923 train=37.7% test=37.6% cv=0.497 | best=frog=50% worst=cat=20% | 5s
Ep 18/30: 100%|████████████████████| 97/97 [00:03<00:00, 31.93it/s, loss=1.8899 acc=37.7% cv=0.497]
  ep 18 | loss=1.8884 train=37.7% test=37.8% cv=0.497 | best=frog=51% worst=cat=20% | 5s
Ep 19/30: 100%|████████████████████| 97/97 [00:03<00:00, 28.31it/s, loss=1.8671 acc=37.8% cv=0.497]
  ep 19 | loss=1.8852 train=37.8% test=38.0% cv=0.497 | best=frog=53% worst=cat=19% | 5s
Ep 20/30: 100%|████████████████████| 97/97 [00:02<00:00, 34.28it/s, loss=1.9020 acc=38.0% cv=0.497]
  ep 20 | loss=1.8823 train=38.0% test=38.0% cv=0.497 | best=frog=52% worst=cat=19% | 5s
    Embed sim: avg=-0.003 min=-0.997 max=0.997

    class             acc
    ----------------------
    airplane       40.8% ████████
    automobile     44.7% ████████
    bird           25.6% █████
    cat            19.5% ███
    deer           30.1% ██████
    dog            35.3% ███████
    frog           51.7% ██████████
    horse          45.4% █████████
    ship           44.0% ████████
    truck          43.0% ████████

Ep 21/30: 100%|████████████████████| 97/97 [00:02<00:00, 35.24it/s, loss=1.8656 acc=38.1% cv=0.497]
  ep 21 | loss=1.8793 train=38.1% test=38.1% cv=0.497 | best=frog=52% worst=cat=19% | 5s
Ep 22/30: 100%|████████████████████| 97/97 [00:03<00:00, 32.29it/s, loss=1.8963 acc=38.2% cv=0.497]
  ep 22 | loss=1.8783 train=38.2% test=38.0% cv=0.497 | best=frog=52% worst=cat=19% | 5s
Ep 23/30: 100%|████████████████████| 97/97 [00:03<00:00, 31.28it/s, loss=1.9037 acc=38.2% cv=0.497]
  ep 23 | loss=1.8764 train=38.2% test=38.0% cv=0.497 | best=frog=52% worst=cat=19% | 6s
Ep 24/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.80it/s, loss=1.8947 acc=38.4% cv=0.497]
  ep 24 | loss=1.8756 train=38.4% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s
Ep 25/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.83it/s, loss=1.9127 acc=38.3% cv=0.497]
  ep 25 | loss=1.8748 train=38.3% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s
    Embed sim: avg=-0.003 min=-0.997 max=0.997

    class             acc
    ----------------------
    airplane       40.4% ████████
    automobile     46.0% █████████
    bird           25.0% █████
    cat            19.7% ███
    deer           29.7% █████
    dog            36.6% ███████
    frog           52.1% ██████████
    horse          44.8% ████████
    ship           44.7% ████████
    truck          43.0% ████████

Ep 26/30: 100%|████████████████████| 97/97 [00:02<00:00, 35.99it/s, loss=1.8831 acc=38.3% cv=0.497]
  ep 26 | loss=1.8746 train=38.3% test=38.1% cv=0.497 | best=frog=52% worst=cat=20% | 5s
Ep 27/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.42it/s, loss=1.8241 acc=38.4% cv=0.497]
  ep 27 | loss=1.8730 train=38.4% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s
Ep 28/30: 100%|████████████████████| 97/97 [00:03<00:00, 30.96it/s, loss=1.8874 acc=38.5% cv=0.497]
  ep 28 | loss=1.8723 train=38.5% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s
Ep 29/30: 100%|████████████████████| 97/97 [00:02<00:00, 32.63it/s, loss=1.8615 acc=38.4% cv=0.497]
  ep 29 | loss=1.8729 train=38.4% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s
Ep 30/30: 100%|████████████████████| 97/97 [00:03<00:00, 29.10it/s, loss=1.8547 acc=38.4% cv=0.497]
  ep 30 | loss=1.8725 train=38.4% test=38.2% cv=0.497 | best=frog=52% worst=cat=20% | 5s
    Embed sim: avg=-0.003 min=-0.997 max=0.997

    class             acc
    ----------------------
    airplane       40.6% ████████
    automobile     45.7% █████████
    bird           24.7% ████
    cat            19.7% ███
    deer           30.1% ██████
    dog            36.2% ███████
    frog           52.1% ██████████
    horse          44.9% ████████
    ship           44.9% ████████
    truck          42.9% ████████


======================================================================
CALIBRATED PATCHWORK COMPLETE
  Best: 38.2%
  Params: 49,942
  Final CV: 0.4970
  Chance: 10.0%
======================================================================